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With the deeper penetration of inverter-based resources in power systems, false data injection attacks (FDIA) are a growing cyber-security concern. They have the potential to disrupt the system's stability like frequency stability, thereby…

Cryptography and Security · Computer Science 2024-09-10 Abhijeet Sahu , Truc Nguyen , Kejun Chen , Xiangyu Zhang , Malik Hassanaly

False data injection attacks (FDIAs) represent a major class of attacks that aim to break the integrity of measurements by injecting false data into the smart metering devices in power grids. To the best of authors' knowledge, no study has…

Signal Processing · Electrical Eng. & Systems 2021-12-28 Osman Boyaci , Amarachi Umunnakwe , Abhijeet Sahu , Mohammad Rasoul Narimani , Muhammad Ismail , Katherine Davis , Erchin Serpedin

Training and evaluating false data injection attack (FDIA) detectors for power systems is constrained by data scarcity. Operational grid measurements are commercially sensitive, and hand-crafted attacks fail to capture complex…

Cryptography and Security · Computer Science 2026-05-20 Mohammad A. Razzaque , Muta Tah Hira

False data injection attacks (FDIA) are a main category of cyber-attacks threatening the security of power systems. Contrary to the detection of these attacks, less attention has been paid to identifying the attacked units of the grid. To…

Machine Learning · Computer Science 2021-12-28 Osman Boyaci , Mohammad Rasoul Narimani , Katherine Davis , Muhammad Ismail , Thomas J Overbye , Erchin Serpedin

False data injection attacks (FDIAs) pose a persistent challenge to AC power system state estimation. In current practice, detection relies primarily on topology-aware residual-based tests that assume malicious measurements can be…

Cryptography and Security · Computer Science 2026-02-12 Chenhan Xiao , Yang Weng

Over the last decade, the number of cyberattacks targeting power systems and causing physical and economic damages has increased rapidly. Among them, False Data Injection Attacks (FDIAs) is a class of cyberattacks against power grid…

Systems and Control · Electrical Eng. & Systems 2020-08-18 Ali Sayghe , Yaodan Hu , Ioannis Zografopoulos , XiaoRui Liu , Raj Gautam Dutta , Yier Jin , Charalambos Konstantinou

Data analysis and monitoring on smart grids are jeopardized by attacks on cyber-physical systems. False data injection attack (FDIA) is one of the classes of those attacks that target the smart measurement devices by injecting malicious…

Machine Learning · Computer Science 2023-06-21 Cihat Keçeci , Katherine R. Davis , Erchin Serpedin

Most traditional false data injection attack (FDIA) detection approaches rely on a key assumption, i.e., the power system can be accurately modeled. However, the transmission line parameters are dynamic and cannot be accurately known during…

Signal Processing · Electrical Eng. & Systems 2021-09-09 Bowen Xu , Fanghong Guo , Changyun Wen , Ruilong Deng , Wen-An Zhang

In this paper, a novel graph-theoretic framework is proposed to generalize the analysis of a broad set of security attacks, including observability and data injection attacks, that target the state estimator of a smart grid. First, the…

Systems and Control · Computer Science 2020-02-05 Anibal Sanjab , Walid Saad , Tamer Başar

State estimation is a data processing algorithm for converting redundant meter measurements and other information into an estimate of the state of a power system. Relying heavily on meter measurements, state estimation has proven to be…

Systems and Control · Electrical Eng. & Systems 2021-08-27 Mingqiu Du , Georgia Pierrou , Xiaozhe Wang , Marthe Kassouf

The emergence of novel the dummy data injection attack (DDIA) poses a severe threat to the secure and stable operation of power systems. These attacks are particularly perilous due to the minimal Euclidean spatial separation between the…

Systems and Control · Electrical Eng. & Systems 2024-02-09 Zhaoyang Qu , Yunchang Dong , Yang Li , Siqi Song , Tao Jiang , Min Li , Qiming Wang , Lei Wang , Xiaoyong Bo , Jiye Zang , Qi Xu

The integration of information and physical systems in modern power grids has heightened vulnerabilities to False Data Injection Attacks (FDIAs), threatening the secure operation of power cyber-physical systems (CPS). This paper reviews…

Cryptography and Security · Computer Science 2025-01-22 Xiaoyong Bo

Systematic attack design is essential to understanding the vulnerabilities of cyber-physical systems (CPSs), to better design for resiliency. In particular, false data injection attacks (FDIAs) are well-known and have been shown to be…

Systems and Control · Electrical Eng. & Systems 2023-05-05 Yu Zheng , Sridhar Babu Mudhangulla , Olugbenga Moses Anubi

False data injection attacks (FDIAs) pose a significant security threat to power system state estimation. To detect such attacks, recent studies have proposed machine learning (ML) techniques, particularly deep neural networks (DNNs).…

Cryptography and Security · Computer Science 2023-05-12 Jiangnan Li , Yingyuan Yang , Jinyuan Stella Sun , Kevin Tomsovic , Hairong Qi

The rapid growth of AI-driven data centers and large-scale energy storage systems is increasing the reliance of power system operation on real-time measurement data and automated decision-making. However, many existing detection methods…

Machine Learning · Computer Science 2026-05-29 Xin Li , Chenhan Xiao , Jonathan Cohen , Aviad Elyashar , Yang Weng , Rami Puzis

Recent studies have demonstrated that smart grids are vulnerable to stealthy false data injection attacks (SFDIAs), as SFDIAs can bypass residual-based bad data detection mechanisms. The SFDIA detection has become one of the focuses of…

Cryptography and Security · Computer Science 2022-12-08 Xuefei Yin , Yanming Zhu , Yi Xie , Jiankun Hu

The increasing deployment of Internet-of-Things (IoT)-enabled measurement devices in modern power systems has expanded the cyberattack surface of the grid. As a result, this critical infrastructure is increasingly exposed to cyberattacks,…

Machine Learning · Computer Science 2026-01-28 Ruslan Abdulin , Mohammad Rasoul Narimani

A novel false data injection attack (FDIA) model against DC state estimation is proposed, which requires no network parameters and exploits only limited phasor measurement unit (PMU) data. The proposed FDIA model can target specific states…

Systems and Control · Electrical Eng. & Systems 2021-02-25 Mingqiu Du , Georgia Pierrou , Xiaozhe Wang

Smart grids are inherently susceptible to various types of malicious cyberattacks that have all been documented in the recent literature. Traditional cybersecurity research on power systems often utilizes simplified models that fail to…

Systems and Control · Electrical Eng. & Systems 2025-03-03 Abdallah Alalem Albustami , Ahmad F. Taha , Elias Bou-Harb

False Data Injection Attacks (FDIAs) pose a significant threat to smart grid infrastructures, particularly Home Area Networks (HANs), where real-time monitoring and control are highly adopted. Owing to the comparatively less stringent…

Cryptography and Security · Computer Science 2025-08-15 Varsha Sen , Biswash Basnet
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